hiring
Differences
This shows you the differences between two versions of the page.
| Both sides previous revision Previous revision Next revision | Previous revision Last revision Both sides next revision | ||
|
hiring [2021/02/02 14:06] jfries |
hiring [2021/02/09 16:01] jfries [Position 2: Machine Learning Engineer for release and enhancement of EHR representation learning software] |
||
|---|---|---|---|
| Line 1: | Line 1: | ||
| - | The Shah Lab is currently seeking students to fill the following RA positions. | + | ====== Open positions |
| - | ===== Role: Machine Learning Engineer / Data Scientist ===== | + | Contact: Jason Fries, jfries@stanford.edu |
| - | **Description** \\ | + | Please provide the following when applying: |
| - | We are looking for a Machine Learning Engineer / Data Scientist to work on exciting challenges at the intersection of Machine Learning and Healthcare. This is a unique opportunity to be working on Machine Learning models deployed on live Electronic Health Record data which enable and support various hospital functions and clinical workflows impacting | + | |
| + | * Cover Letter | ||
| + | * CV or Resume | ||
| + | * Link to coding example(s) on GitHub | ||
| + | |||
| + | ===== Position 1: Machine Learning Engineer for point of care model deployments ===== | ||
| + | |||
| + | **Description** \\ We are looking for a Machine Learning Engineer / Data Scientist to work on exciting challenges at the intersection of Machine Learning and Healthcare. This is a unique opportunity to be working on Machine Learning models deployed on live Electronic Health Record data which enable and support various hospital functions and clinical workflows impacting | ||
| **Responsibilities** | **Responsibilities** | ||
| - | * Understanding clinical requirements and translating them into technical problem statements. | + | |
| * Communicating results and observations to technical audiences as well as clinicians in the form of visualizations, | * Communicating results and observations to technical audiences as well as clinicians in the form of visualizations, | ||
| * Designing and implementing machine learning models to solve real world problems. | * Designing and implementing machine learning models to solve real world problems. | ||
| Line 16: | Line 23: | ||
| **Requirements** | **Requirements** | ||
| - | * 5+ years of experience in software design and development. | + | * 3+ years of experience in software design and development. |
| * 2+ years of hands-on experience using Python based machine learning libraries such as scikit-learn, | * 2+ years of hands-on experience using Python based machine learning libraries such as scikit-learn, | ||
| * Experience working in a Linux environment and being comfortable with UNIX command line tools. | * Experience working in a Linux environment and being comfortable with UNIX command line tools. | ||
| Line 30: | Line 37: | ||
| ---- | ---- | ||
| - | ===== Role: Machine Learning Engineer | + | ===== Position 2: Machine Learning Engineer |
| **Description** | **Description** | ||
| Line 44: | Line 51: | ||
| * Developing robustness evaluations of EHR-based representation models | * Developing robustness evaluations of EHR-based representation models | ||
| * Contrastive learning with multi-modal EHR data (text + tabular data) | * Contrastive learning with multi-modal EHR data (text + tabular data) | ||
| + | |||
| + | **Responsibilities** | ||
| + | * Discuss API needs with lab stakeholders and clinical collaborators | ||
| + | * Developing and documenting code for open source release | ||
| + | * Running experiments for clinical model evaluation. | ||
| + | * Communicating results and observations to technical audiences as well as clinicians in the form of visualizations, | ||
| **Required Skills** | **Required Skills** | ||
| - | * 5+ years of experience in software design and development. | + | * 3+ years of experience in software design and development. |
| * 2+ years of hands-on experience using Python based machine learning libraries such as scikit-learn, | * 2+ years of hands-on experience using Python based machine learning libraries such as scikit-learn, | ||
| * Strong communication skills and prior research experience required | * Strong communication skills and prior research experience required | ||
| Line 60: | Line 73: | ||
| **Relevant Papers** | **Relevant Papers** | ||
| - | * CLMBR - Language models are an effective representation learning technique for electronic health record data [[https:// | + | * CLMBR - Language models are an effective representation learning technique for electronic health record data [[https:// |
hiring.txt · Last modified: 2021/02/27 15:36 by jfries
Page Tools
